#!pip install tensorflow
^C
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import tensorflow as tf
from tensorflow import keras
import re
import nltk
from nltk.corpus import stopwords
import string
import json
from time import time
import pickle
from tensorflow.keras.applications import VGG16, ResNet50
from tensorflow.keras.preprocessing import image
from tensorflow.keras.models import Model, load_model
from tensorflow.keras.preprocessing.sequence import pad_sequences
from tensorflow.keras.utils import to_categorical
from tensorflow.keras.layers import Input, Dense, Dropout, Embedding, LSTM
# from tensorflow.keras.layers.merge import add
from tensorflow.keras.layers import Input, Dense, Dropout, Embedding, LSTM, concatenate
from tensorflow.keras.applications.resnet import ResNet50, preprocess_input, decode_predictions
from tensorflow.keras.layers import add
# Reading the Description file
with open('D:/PROGRAMMING/PYTHON/Data Science & Analysis/Pr_4_Image Caption Generator/flickr8k-sau/Flickr_Data/Flickr_TextData/Flickr8k.token.txt') as filepath:
captions = filepath.read()
filepath.close()
captions = captions.split("\n")[:-1]
len(captions)
40460
# creating a "descriptions" dictionary where key is 'img_name' and value is list of captions corresponding to that image_file.
descriptions = {}
for ele in captions:
i_to_c = ele.split("\t")
img_name = i_to_c[0].split(".")[0]
cap = i_to_c[1]
if descriptions.get(img_name) == None:
descriptions[img_name] = []
descriptions[img_name].append(cap)
descriptions['1000268201_693b08cb0e']
['A child in a pink dress is climbing up a set of stairs in an entry way .', 'A girl going into a wooden building .', 'A little girl climbing into a wooden playhouse .', 'A little girl climbing the stairs to her playhouse .', 'A little girl in a pink dress going into a wooden cabin .']
""" 1. lower each word
2. remove puntuations
3. remove words less than length 1 """
def clean_text(sample):
sample = sample.lower()
sample = re.sub("[^a-z]+"," ",sample)
sample = sample.split()
sample = [s for s in sample if len(s)>1]
sample = " ".join(sample)
return sample
clean_text("My noghsujf si am m cricket101 &8 mphi*&86%%&??,BY6fajdn 213 q rqu243 boy 32 ewr wO>>J DHD 34 asfb HHGY Gvg HgB 231 123")
'my noghsujf si am cricket mphi by fajdn rqu boy ewr wo dhd asfb hhgy gvg hgb'
# modify all the captions i.e - cleaned captions
for key, desc_list in descriptions.items():
for i in range(len(desc_list)):
desc_list[i] = clean_text(desc_list[i])
# clean descriptions
descriptions['1000268201_693b08cb0e']
['child in pink dress is climbing up set of stairs in an entry way', 'girl going into wooden building', 'little girl climbing into wooden playhouse', 'little girl climbing the stairs to her playhouse', 'little girl in pink dress going into wooden cabin']
# writing clean description to .txt file
f = open("descriptions.txt","w")
f.write( str(descriptions) )
f.close()
# reading description file
f = open("descriptions.txt", 'r')
descriptions = f.read()
f.close()
json_acceptable_string = descriptions.replace("'", "\"")
descriptions = json.loads(json_acceptable_string)
# finding the unique vocabulary
vocabulary = set()
for key in descriptions.keys():
[vocabulary.update(i.split()) for i in descriptions[key]]
print('Vocabulary Size: %d' % len(vocabulary))
Vocabulary Size: 8424
# ALl words in description dictionary
all_vocab = []
for key in descriptions.keys():
[all_vocab.append(i) for des in descriptions[key] for i in des.split()]
print('Vocabulary Size: %d' % len(all_vocab))
print(all_vocab[:15])
Vocabulary Size: 373837 ['child', 'in', 'pink', 'dress', 'is', 'climbing', 'up', 'set', 'of', 'stairs', 'in', 'an', 'entry', 'way', 'girl']
# count the frequency of each word, sort them and discard the words having frequency lesser than threshold value
import collections
counter= collections.Counter(all_vocab)
dic_ = dict(counter)
threshelod_value = 10
sorted_dic = sorted(dic_.items(), reverse=True, key = lambda x: x[1])
sorted_dic = [x for x in sorted_dic if x[1]>threshelod_value]
all_vocab = [x[0] for x in sorted_dic]
len(all_vocab)
1845
# TrainImagesFile
f = open("D:/PROGRAMMING/PYTHON/Data Science & Analysis/Pr_4_Image Caption Generator/flickr8k-sau/Flickr_Data/Flickr_TextData/Flickr_8k.trainImages.txt")
train = f.read()
f.close()
train = [e.split(".")[0] for e in train.split("\n")[:-1]]
# TestImagesFile
f = open("D:/PROGRAMMING/PYTHON/Data Science & Analysis/Pr_4_Image Caption Generator/flickr8k-sau/Flickr_Data/Flickr_TextData/Flickr_8k.testImages.txt")
test = f.read()
f.close()
test = [e.split(".")[0] for e in test.split("\n")[:-1]]
# create train_descriptions dictionary, which will be similar to earlier one, but having only train samples
# add startseq + endseq
train_descriptions = {}
for t in train:
train_descriptions[t] = []
for cap in descriptions[t]:
cap_to_append = "startseq " + cap + " endseq"
train_descriptions[t].append(cap_to_append)
train_descriptions['1000268201_693b08cb0e']
['startseq child in pink dress is climbing up set of stairs in an entry way endseq', 'startseq girl going into wooden building endseq', 'startseq little girl climbing into wooden playhouse endseq', 'startseq little girl climbing the stairs to her playhouse endseq', 'startseq little girl in pink dress going into wooden cabin endseq']
model = ResNet50(weights="imagenet", input_shape=(224,224,3))
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels.h5 102967424/102967424 [==============================] - 58s 1us/step
model.summary()
Model: "resnet50"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 224, 224, 3 0 []
)]
conv1_pad (ZeroPadding2D) (None, 230, 230, 3) 0 ['input_1[0][0]']
conv1_conv (Conv2D) (None, 112, 112, 64 9472 ['conv1_pad[0][0]']
)
conv1_bn (BatchNormalization) (None, 112, 112, 64 256 ['conv1_conv[0][0]']
)
conv1_relu (Activation) (None, 112, 112, 64 0 ['conv1_bn[0][0]']
)
pool1_pad (ZeroPadding2D) (None, 114, 114, 64 0 ['conv1_relu[0][0]']
)
pool1_pool (MaxPooling2D) (None, 56, 56, 64) 0 ['pool1_pad[0][0]']
conv2_block1_1_conv (Conv2D) (None, 56, 56, 64) 4160 ['pool1_pool[0][0]']
conv2_block1_1_bn (BatchNormal (None, 56, 56, 64) 256 ['conv2_block1_1_conv[0][0]']
ization)
conv2_block1_1_relu (Activatio (None, 56, 56, 64) 0 ['conv2_block1_1_bn[0][0]']
n)
conv2_block1_2_conv (Conv2D) (None, 56, 56, 64) 36928 ['conv2_block1_1_relu[0][0]']
conv2_block1_2_bn (BatchNormal (None, 56, 56, 64) 256 ['conv2_block1_2_conv[0][0]']
ization)
conv2_block1_2_relu (Activatio (None, 56, 56, 64) 0 ['conv2_block1_2_bn[0][0]']
n)
conv2_block1_0_conv (Conv2D) (None, 56, 56, 256) 16640 ['pool1_pool[0][0]']
conv2_block1_3_conv (Conv2D) (None, 56, 56, 256) 16640 ['conv2_block1_2_relu[0][0]']
conv2_block1_0_bn (BatchNormal (None, 56, 56, 256) 1024 ['conv2_block1_0_conv[0][0]']
ization)
conv2_block1_3_bn (BatchNormal (None, 56, 56, 256) 1024 ['conv2_block1_3_conv[0][0]']
ization)
conv2_block1_add (Add) (None, 56, 56, 256) 0 ['conv2_block1_0_bn[0][0]',
'conv2_block1_3_bn[0][0]']
conv2_block1_out (Activation) (None, 56, 56, 256) 0 ['conv2_block1_add[0][0]']
conv2_block2_1_conv (Conv2D) (None, 56, 56, 64) 16448 ['conv2_block1_out[0][0]']
conv2_block2_1_bn (BatchNormal (None, 56, 56, 64) 256 ['conv2_block2_1_conv[0][0]']
ization)
conv2_block2_1_relu (Activatio (None, 56, 56, 64) 0 ['conv2_block2_1_bn[0][0]']
n)
conv2_block2_2_conv (Conv2D) (None, 56, 56, 64) 36928 ['conv2_block2_1_relu[0][0]']
conv2_block2_2_bn (BatchNormal (None, 56, 56, 64) 256 ['conv2_block2_2_conv[0][0]']
ization)
conv2_block2_2_relu (Activatio (None, 56, 56, 64) 0 ['conv2_block2_2_bn[0][0]']
n)
conv2_block2_3_conv (Conv2D) (None, 56, 56, 256) 16640 ['conv2_block2_2_relu[0][0]']
conv2_block2_3_bn (BatchNormal (None, 56, 56, 256) 1024 ['conv2_block2_3_conv[0][0]']
ization)
conv2_block2_add (Add) (None, 56, 56, 256) 0 ['conv2_block1_out[0][0]',
'conv2_block2_3_bn[0][0]']
conv2_block2_out (Activation) (None, 56, 56, 256) 0 ['conv2_block2_add[0][0]']
conv2_block3_1_conv (Conv2D) (None, 56, 56, 64) 16448 ['conv2_block2_out[0][0]']
conv2_block3_1_bn (BatchNormal (None, 56, 56, 64) 256 ['conv2_block3_1_conv[0][0]']
ization)
conv2_block3_1_relu (Activatio (None, 56, 56, 64) 0 ['conv2_block3_1_bn[0][0]']
n)
conv2_block3_2_conv (Conv2D) (None, 56, 56, 64) 36928 ['conv2_block3_1_relu[0][0]']
conv2_block3_2_bn (BatchNormal (None, 56, 56, 64) 256 ['conv2_block3_2_conv[0][0]']
ization)
conv2_block3_2_relu (Activatio (None, 56, 56, 64) 0 ['conv2_block3_2_bn[0][0]']
n)
conv2_block3_3_conv (Conv2D) (None, 56, 56, 256) 16640 ['conv2_block3_2_relu[0][0]']
conv2_block3_3_bn (BatchNormal (None, 56, 56, 256) 1024 ['conv2_block3_3_conv[0][0]']
ization)
conv2_block3_add (Add) (None, 56, 56, 256) 0 ['conv2_block2_out[0][0]',
'conv2_block3_3_bn[0][0]']
conv2_block3_out (Activation) (None, 56, 56, 256) 0 ['conv2_block3_add[0][0]']
conv3_block1_1_conv (Conv2D) (None, 28, 28, 128) 32896 ['conv2_block3_out[0][0]']
conv3_block1_1_bn (BatchNormal (None, 28, 28, 128) 512 ['conv3_block1_1_conv[0][0]']
ization)
conv3_block1_1_relu (Activatio (None, 28, 28, 128) 0 ['conv3_block1_1_bn[0][0]']
n)
conv3_block1_2_conv (Conv2D) (None, 28, 28, 128) 147584 ['conv3_block1_1_relu[0][0]']
conv3_block1_2_bn (BatchNormal (None, 28, 28, 128) 512 ['conv3_block1_2_conv[0][0]']
ization)
conv3_block1_2_relu (Activatio (None, 28, 28, 128) 0 ['conv3_block1_2_bn[0][0]']
n)
conv3_block1_0_conv (Conv2D) (None, 28, 28, 512) 131584 ['conv2_block3_out[0][0]']
conv3_block1_3_conv (Conv2D) (None, 28, 28, 512) 66048 ['conv3_block1_2_relu[0][0]']
conv3_block1_0_bn (BatchNormal (None, 28, 28, 512) 2048 ['conv3_block1_0_conv[0][0]']
ization)
conv3_block1_3_bn (BatchNormal (None, 28, 28, 512) 2048 ['conv3_block1_3_conv[0][0]']
ization)
conv3_block1_add (Add) (None, 28, 28, 512) 0 ['conv3_block1_0_bn[0][0]',
'conv3_block1_3_bn[0][0]']
conv3_block1_out (Activation) (None, 28, 28, 512) 0 ['conv3_block1_add[0][0]']
conv3_block2_1_conv (Conv2D) (None, 28, 28, 128) 65664 ['conv3_block1_out[0][0]']
conv3_block2_1_bn (BatchNormal (None, 28, 28, 128) 512 ['conv3_block2_1_conv[0][0]']
ization)
conv3_block2_1_relu (Activatio (None, 28, 28, 128) 0 ['conv3_block2_1_bn[0][0]']
n)
conv3_block2_2_conv (Conv2D) (None, 28, 28, 128) 147584 ['conv3_block2_1_relu[0][0]']
conv3_block2_2_bn (BatchNormal (None, 28, 28, 128) 512 ['conv3_block2_2_conv[0][0]']
ization)
conv3_block2_2_relu (Activatio (None, 28, 28, 128) 0 ['conv3_block2_2_bn[0][0]']
n)
conv3_block2_3_conv (Conv2D) (None, 28, 28, 512) 66048 ['conv3_block2_2_relu[0][0]']
conv3_block2_3_bn (BatchNormal (None, 28, 28, 512) 2048 ['conv3_block2_3_conv[0][0]']
ization)
conv3_block2_add (Add) (None, 28, 28, 512) 0 ['conv3_block1_out[0][0]',
'conv3_block2_3_bn[0][0]']
conv3_block2_out (Activation) (None, 28, 28, 512) 0 ['conv3_block2_add[0][0]']
conv3_block3_1_conv (Conv2D) (None, 28, 28, 128) 65664 ['conv3_block2_out[0][0]']
conv3_block3_1_bn (BatchNormal (None, 28, 28, 128) 512 ['conv3_block3_1_conv[0][0]']
ization)
conv3_block3_1_relu (Activatio (None, 28, 28, 128) 0 ['conv3_block3_1_bn[0][0]']
n)
conv3_block3_2_conv (Conv2D) (None, 28, 28, 128) 147584 ['conv3_block3_1_relu[0][0]']
conv3_block3_2_bn (BatchNormal (None, 28, 28, 128) 512 ['conv3_block3_2_conv[0][0]']
ization)
conv3_block3_2_relu (Activatio (None, 28, 28, 128) 0 ['conv3_block3_2_bn[0][0]']
n)
conv3_block3_3_conv (Conv2D) (None, 28, 28, 512) 66048 ['conv3_block3_2_relu[0][0]']
conv3_block3_3_bn (BatchNormal (None, 28, 28, 512) 2048 ['conv3_block3_3_conv[0][0]']
ization)
conv3_block3_add (Add) (None, 28, 28, 512) 0 ['conv3_block2_out[0][0]',
'conv3_block3_3_bn[0][0]']
conv3_block3_out (Activation) (None, 28, 28, 512) 0 ['conv3_block3_add[0][0]']
conv3_block4_1_conv (Conv2D) (None, 28, 28, 128) 65664 ['conv3_block3_out[0][0]']
conv3_block4_1_bn (BatchNormal (None, 28, 28, 128) 512 ['conv3_block4_1_conv[0][0]']
ization)
conv3_block4_1_relu (Activatio (None, 28, 28, 128) 0 ['conv3_block4_1_bn[0][0]']
n)
conv3_block4_2_conv (Conv2D) (None, 28, 28, 128) 147584 ['conv3_block4_1_relu[0][0]']
conv3_block4_2_bn (BatchNormal (None, 28, 28, 128) 512 ['conv3_block4_2_conv[0][0]']
ization)
conv3_block4_2_relu (Activatio (None, 28, 28, 128) 0 ['conv3_block4_2_bn[0][0]']
n)
conv3_block4_3_conv (Conv2D) (None, 28, 28, 512) 66048 ['conv3_block4_2_relu[0][0]']
conv3_block4_3_bn (BatchNormal (None, 28, 28, 512) 2048 ['conv3_block4_3_conv[0][0]']
ization)
conv3_block4_add (Add) (None, 28, 28, 512) 0 ['conv3_block3_out[0][0]',
'conv3_block4_3_bn[0][0]']
conv3_block4_out (Activation) (None, 28, 28, 512) 0 ['conv3_block4_add[0][0]']
conv4_block1_1_conv (Conv2D) (None, 14, 14, 256) 131328 ['conv3_block4_out[0][0]']
conv4_block1_1_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block1_1_conv[0][0]']
ization)
conv4_block1_1_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block1_1_bn[0][0]']
n)
conv4_block1_2_conv (Conv2D) (None, 14, 14, 256) 590080 ['conv4_block1_1_relu[0][0]']
conv4_block1_2_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block1_2_conv[0][0]']
ization)
conv4_block1_2_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block1_2_bn[0][0]']
n)
conv4_block1_0_conv (Conv2D) (None, 14, 14, 1024 525312 ['conv3_block4_out[0][0]']
)
conv4_block1_3_conv (Conv2D) (None, 14, 14, 1024 263168 ['conv4_block1_2_relu[0][0]']
)
conv4_block1_0_bn (BatchNormal (None, 14, 14, 1024 4096 ['conv4_block1_0_conv[0][0]']
ization) )
conv4_block1_3_bn (BatchNormal (None, 14, 14, 1024 4096 ['conv4_block1_3_conv[0][0]']
ization) )
conv4_block1_add (Add) (None, 14, 14, 1024 0 ['conv4_block1_0_bn[0][0]',
) 'conv4_block1_3_bn[0][0]']
conv4_block1_out (Activation) (None, 14, 14, 1024 0 ['conv4_block1_add[0][0]']
)
conv4_block2_1_conv (Conv2D) (None, 14, 14, 256) 262400 ['conv4_block1_out[0][0]']
conv4_block2_1_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block2_1_conv[0][0]']
ization)
conv4_block2_1_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block2_1_bn[0][0]']
n)
conv4_block2_2_conv (Conv2D) (None, 14, 14, 256) 590080 ['conv4_block2_1_relu[0][0]']
conv4_block2_2_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block2_2_conv[0][0]']
ization)
conv4_block2_2_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block2_2_bn[0][0]']
n)
conv4_block2_3_conv (Conv2D) (None, 14, 14, 1024 263168 ['conv4_block2_2_relu[0][0]']
)
conv4_block2_3_bn (BatchNormal (None, 14, 14, 1024 4096 ['conv4_block2_3_conv[0][0]']
ization) )
conv4_block2_add (Add) (None, 14, 14, 1024 0 ['conv4_block1_out[0][0]',
) 'conv4_block2_3_bn[0][0]']
conv4_block2_out (Activation) (None, 14, 14, 1024 0 ['conv4_block2_add[0][0]']
)
conv4_block3_1_conv (Conv2D) (None, 14, 14, 256) 262400 ['conv4_block2_out[0][0]']
conv4_block3_1_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block3_1_conv[0][0]']
ization)
conv4_block3_1_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block3_1_bn[0][0]']
n)
conv4_block3_2_conv (Conv2D) (None, 14, 14, 256) 590080 ['conv4_block3_1_relu[0][0]']
conv4_block3_2_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block3_2_conv[0][0]']
ization)
conv4_block3_2_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block3_2_bn[0][0]']
n)
conv4_block3_3_conv (Conv2D) (None, 14, 14, 1024 263168 ['conv4_block3_2_relu[0][0]']
)
conv4_block3_3_bn (BatchNormal (None, 14, 14, 1024 4096 ['conv4_block3_3_conv[0][0]']
ization) )
conv4_block3_add (Add) (None, 14, 14, 1024 0 ['conv4_block2_out[0][0]',
) 'conv4_block3_3_bn[0][0]']
conv4_block3_out (Activation) (None, 14, 14, 1024 0 ['conv4_block3_add[0][0]']
)
conv4_block4_1_conv (Conv2D) (None, 14, 14, 256) 262400 ['conv4_block3_out[0][0]']
conv4_block4_1_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block4_1_conv[0][0]']
ization)
conv4_block4_1_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block4_1_bn[0][0]']
n)
conv4_block4_2_conv (Conv2D) (None, 14, 14, 256) 590080 ['conv4_block4_1_relu[0][0]']
conv4_block4_2_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block4_2_conv[0][0]']
ization)
conv4_block4_2_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block4_2_bn[0][0]']
n)
conv4_block4_3_conv (Conv2D) (None, 14, 14, 1024 263168 ['conv4_block4_2_relu[0][0]']
)
conv4_block4_3_bn (BatchNormal (None, 14, 14, 1024 4096 ['conv4_block4_3_conv[0][0]']
ization) )
conv4_block4_add (Add) (None, 14, 14, 1024 0 ['conv4_block3_out[0][0]',
) 'conv4_block4_3_bn[0][0]']
conv4_block4_out (Activation) (None, 14, 14, 1024 0 ['conv4_block4_add[0][0]']
)
conv4_block5_1_conv (Conv2D) (None, 14, 14, 256) 262400 ['conv4_block4_out[0][0]']
conv4_block5_1_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block5_1_conv[0][0]']
ization)
conv4_block5_1_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block5_1_bn[0][0]']
n)
conv4_block5_2_conv (Conv2D) (None, 14, 14, 256) 590080 ['conv4_block5_1_relu[0][0]']
conv4_block5_2_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block5_2_conv[0][0]']
ization)
conv4_block5_2_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block5_2_bn[0][0]']
n)
conv4_block5_3_conv (Conv2D) (None, 14, 14, 1024 263168 ['conv4_block5_2_relu[0][0]']
)
conv4_block5_3_bn (BatchNormal (None, 14, 14, 1024 4096 ['conv4_block5_3_conv[0][0]']
ization) )
conv4_block5_add (Add) (None, 14, 14, 1024 0 ['conv4_block4_out[0][0]',
) 'conv4_block5_3_bn[0][0]']
conv4_block5_out (Activation) (None, 14, 14, 1024 0 ['conv4_block5_add[0][0]']
)
conv4_block6_1_conv (Conv2D) (None, 14, 14, 256) 262400 ['conv4_block5_out[0][0]']
conv4_block6_1_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block6_1_conv[0][0]']
ization)
conv4_block6_1_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block6_1_bn[0][0]']
n)
conv4_block6_2_conv (Conv2D) (None, 14, 14, 256) 590080 ['conv4_block6_1_relu[0][0]']
conv4_block6_2_bn (BatchNormal (None, 14, 14, 256) 1024 ['conv4_block6_2_conv[0][0]']
ization)
conv4_block6_2_relu (Activatio (None, 14, 14, 256) 0 ['conv4_block6_2_bn[0][0]']
n)
conv4_block6_3_conv (Conv2D) (None, 14, 14, 1024 263168 ['conv4_block6_2_relu[0][0]']
)
conv4_block6_3_bn (BatchNormal (None, 14, 14, 1024 4096 ['conv4_block6_3_conv[0][0]']
ization) )
conv4_block6_add (Add) (None, 14, 14, 1024 0 ['conv4_block5_out[0][0]',
) 'conv4_block6_3_bn[0][0]']
conv4_block6_out (Activation) (None, 14, 14, 1024 0 ['conv4_block6_add[0][0]']
)
conv5_block1_1_conv (Conv2D) (None, 7, 7, 512) 524800 ['conv4_block6_out[0][0]']
conv5_block1_1_bn (BatchNormal (None, 7, 7, 512) 2048 ['conv5_block1_1_conv[0][0]']
ization)
conv5_block1_1_relu (Activatio (None, 7, 7, 512) 0 ['conv5_block1_1_bn[0][0]']
n)
conv5_block1_2_conv (Conv2D) (None, 7, 7, 512) 2359808 ['conv5_block1_1_relu[0][0]']
conv5_block1_2_bn (BatchNormal (None, 7, 7, 512) 2048 ['conv5_block1_2_conv[0][0]']
ization)
conv5_block1_2_relu (Activatio (None, 7, 7, 512) 0 ['conv5_block1_2_bn[0][0]']
n)
conv5_block1_0_conv (Conv2D) (None, 7, 7, 2048) 2099200 ['conv4_block6_out[0][0]']
conv5_block1_3_conv (Conv2D) (None, 7, 7, 2048) 1050624 ['conv5_block1_2_relu[0][0]']
conv5_block1_0_bn (BatchNormal (None, 7, 7, 2048) 8192 ['conv5_block1_0_conv[0][0]']
ization)
conv5_block1_3_bn (BatchNormal (None, 7, 7, 2048) 8192 ['conv5_block1_3_conv[0][0]']
ization)
conv5_block1_add (Add) (None, 7, 7, 2048) 0 ['conv5_block1_0_bn[0][0]',
'conv5_block1_3_bn[0][0]']
conv5_block1_out (Activation) (None, 7, 7, 2048) 0 ['conv5_block1_add[0][0]']
conv5_block2_1_conv (Conv2D) (None, 7, 7, 512) 1049088 ['conv5_block1_out[0][0]']
conv5_block2_1_bn (BatchNormal (None, 7, 7, 512) 2048 ['conv5_block2_1_conv[0][0]']
ization)
conv5_block2_1_relu (Activatio (None, 7, 7, 512) 0 ['conv5_block2_1_bn[0][0]']
n)
conv5_block2_2_conv (Conv2D) (None, 7, 7, 512) 2359808 ['conv5_block2_1_relu[0][0]']
conv5_block2_2_bn (BatchNormal (None, 7, 7, 512) 2048 ['conv5_block2_2_conv[0][0]']
ization)
conv5_block2_2_relu (Activatio (None, 7, 7, 512) 0 ['conv5_block2_2_bn[0][0]']
n)
conv5_block2_3_conv (Conv2D) (None, 7, 7, 2048) 1050624 ['conv5_block2_2_relu[0][0]']
conv5_block2_3_bn (BatchNormal (None, 7, 7, 2048) 8192 ['conv5_block2_3_conv[0][0]']
ization)
conv5_block2_add (Add) (None, 7, 7, 2048) 0 ['conv5_block1_out[0][0]',
'conv5_block2_3_bn[0][0]']
conv5_block2_out (Activation) (None, 7, 7, 2048) 0 ['conv5_block2_add[0][0]']
conv5_block3_1_conv (Conv2D) (None, 7, 7, 512) 1049088 ['conv5_block2_out[0][0]']
conv5_block3_1_bn (BatchNormal (None, 7, 7, 512) 2048 ['conv5_block3_1_conv[0][0]']
ization)
conv5_block3_1_relu (Activatio (None, 7, 7, 512) 0 ['conv5_block3_1_bn[0][0]']
n)
conv5_block3_2_conv (Conv2D) (None, 7, 7, 512) 2359808 ['conv5_block3_1_relu[0][0]']
conv5_block3_2_bn (BatchNormal (None, 7, 7, 512) 2048 ['conv5_block3_2_conv[0][0]']
ization)
conv5_block3_2_relu (Activatio (None, 7, 7, 512) 0 ['conv5_block3_2_bn[0][0]']
n)
conv5_block3_3_conv (Conv2D) (None, 7, 7, 2048) 1050624 ['conv5_block3_2_relu[0][0]']
conv5_block3_3_bn (BatchNormal (None, 7, 7, 2048) 8192 ['conv5_block3_3_conv[0][0]']
ization)
conv5_block3_add (Add) (None, 7, 7, 2048) 0 ['conv5_block2_out[0][0]',
'conv5_block3_3_bn[0][0]']
conv5_block3_out (Activation) (None, 7, 7, 2048) 0 ['conv5_block3_add[0][0]']
avg_pool (GlobalAveragePooling (None, 2048) 0 ['conv5_block3_out[0][0]']
2D)
predictions (Dense) (None, 1000) 2049000 ['avg_pool[0][0]']
==================================================================================================
Total params: 25,636,712
Trainable params: 25,583,592
Non-trainable params: 53,120
__________________________________________________________________________________________________
# Create a new model, by removing the last layer (output layer of 1000 classes) from the resnet50
model_new = Model(model.input, model.layers[-2].output)
images = "D:/PROGRAMMING/PYTHON/Data Science & Analysis/Pr_4_Image Caption Generator/flickr8k-sau/Flickr_Data/Images/"
def preprocess_image(img):
img = image.load_img(img, target_size=(224,224))
img = image.img_to_array(img)
img = np.expand_dims(img, axis=0)
img = preprocess_input(img)
return img
def encode_image(img):
img = preprocess_image(img)
feature_vector = model_new.predict(img)
feature_vector = feature_vector.reshape(feature_vector.shape[1],)
return feature_vector
start = time()
encoding_train = {}
for ix, img in enumerate(train):
img = "D:/PROGRAMMING/PYTHON/Data Science & Analysis/Pr_4_Image Caption Generator/flickr8k-sau/Flickr_Data/Images/{}.jpg".format(train[ix])
encoding_train[img[len(images):]] = encode_image(img)
if ix%100==0:
print("Encoding image- "+ str(ix))
print("Time taken in seconds =", time()-start)
1/1 [==============================] - 2s 2s/step Encoding image- 0 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 185ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 95ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 134ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 100ms/step 1/1 [==============================] - 0s 128ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 138ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 207ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 99ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 162ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 95ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 197ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 131ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 156ms/step 1/1 [==============================] - 0s 93ms/step 1/1 [==============================] - 0s 152ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 96ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 95ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 98ms/step 1/1 [==============================] - 0s 96ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 95ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 131ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 88ms/step Encoding image- 100 1/1 [==============================] - 0s 93ms/step 1/1 [==============================] - 0s 79ms/step 1/1 [==============================] - 0s 95ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 81ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 97ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 93ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 96ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 88ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 99ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 91ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 95ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 100ms/step 1/1 [==============================] - 0s 294ms/step 1/1 [==============================] - 0s 321ms/step 1/1 [==============================] - 0s 275ms/step 1/1 [==============================] - 0s 289ms/step 1/1 [==============================] - 0s 258ms/step 1/1 [==============================] - 0s 203ms/step 1/1 [==============================] - 0s 241ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 238ms/step 1/1 [==============================] - 0s 257ms/step 1/1 [==============================] - 0s 182ms/step 1/1 [==============================] - 0s 193ms/step 1/1 [==============================] - 0s 213ms/step 1/1 [==============================] - 0s 175ms/step 1/1 [==============================] - 0s 165ms/step 1/1 [==============================] - 0s 141ms/step 1/1 [==============================] - 0s 156ms/step 1/1 [==============================] - 0s 205ms/step 1/1 [==============================] - 0s 203ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 141ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 97ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 165ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 169ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 162ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 98ms/step 1/1 [==============================] - 0s 134ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 159ms/step Encoding image- 200 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 152ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 138ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 134ms/step 1/1 [==============================] - 0s 206ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 89ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 161ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 93ms/step 1/1 [==============================] - 0s 141ms/step 1/1 [==============================] - 0s 95ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 102ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 102ms/step 1/1 [==============================] - 0s 102ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 154ms/step 1/1 [==============================] - 0s 102ms/step 1/1 [==============================] - 0s 135ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 93ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 139ms/step 1/1 [==============================] - 0s 98ms/step 1/1 [==============================] - 0s 141ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 238ms/step 1/1 [==============================] - 0s 308ms/step 1/1 [==============================] - 0s 181ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 157ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 96ms/step 1/1 [==============================] - 0s 114ms/step Encoding image- 300 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 153ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 222ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 152ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 95ms/step 1/1 [==============================] - 0s 99ms/step 1/1 [==============================] - 0s 100ms/step 1/1 [==============================] - 0s 96ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 96ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 97ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 92ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 102ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 86ms/step 1/1 [==============================] - 0s 91ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 92ms/step 1/1 [==============================] - 0s 99ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 96ms/step 1/1 [==============================] - 0s 100ms/step 1/1 [==============================] - 0s 100ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 128ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 159ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 139ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 134ms/step 1/1 [==============================] - 0s 96ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 114ms/step Encoding image- 400 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 102ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 102ms/step 1/1 [==============================] - 0s 97ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 131ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 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0s 134ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 128ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 100ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 201ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 153ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 134ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 88ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 128ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 125ms/step Encoding image- 5700 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 89ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 98ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 102ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 97ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 184ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 99ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 161ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 230ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 91ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 160ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 134ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 135ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 112ms/step Encoding image- 5800 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 90ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 138ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 139ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 138ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 128ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 201ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 97ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 102ms/step 1/1 [==============================] - 0s 99ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 138ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 97ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 159ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 144ms/step Encoding image- 5900 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 173ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 97ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 161ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 188ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 139ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 87ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 205ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 98ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 101ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 181ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 97ms/step 1/1 [==============================] - 0s 94ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 1s 541ms/step 1/1 [==============================] - 0s 167ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 128ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 95ms/step 1/1 [==============================] - 0s 157ms/step 1/1 [==============================] - 0s 221ms/step 1/1 [==============================] - 0s 189ms/step 1/1 [==============================] - 0s 122ms/step Time taken in seconds = 1133.814924955368
# Save the bottleneck train features to disk
with open("encoded_train_images.pkl", "wb") as encoded_pickle:
pickle.dump(encoding_train, encoded_pickle)
start = time()
encoding_test = {}
for ix, img in enumerate(test):
img = "D:/PROGRAMMING/PYTHON/Data Science & Analysis/Pr_4_Image Caption Generator/flickr8k-sau/Flickr_Data/Images/{}.jpg".format(test[ix])
encoding_test[img[len(images):]] = encode_image(img)
if ix%100==0:
print("Encoding image- "+ str(ix))
print("Time taken in seconds =", time()-start)
1/1 [==============================] - 0s 143ms/step Encoding image- 0 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 175ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 131ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 236ms/step 1/1 [==============================] - 0s 196ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 220ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 229ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 135ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 250ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 135ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 216ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 139ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 108ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 254ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 192ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 210ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 176ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 215ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 228ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 121ms/step Encoding image- 100 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 139ms/step 1/1 [==============================] - 0s 104ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 181ms/step 1/1 [==============================] - 0s 180ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 171ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 176ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 176ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 151ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 162ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 210ms/step 1/1 [==============================] - 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0s 367ms/step 1/1 [==============================] - 0s 167ms/step 1/1 [==============================] - 0s 232ms/step 1/1 [==============================] - 0s 200ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 176ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 181ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 161ms/step 1/1 [==============================] - 0s 131ms/step 1/1 [==============================] - 0s 180ms/step 1/1 [==============================] - 0s 201ms/step 1/1 [==============================] - 0s 141ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 141ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 186ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 156ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 320ms/step 1/1 [==============================] - 0s 153ms/step 1/1 [==============================] - 0s 154ms/step 1/1 [==============================] - 0s 167ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 134ms/step 1/1 [==============================] - 0s 235ms/step 1/1 [==============================] - 0s 105ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 175ms/step 1/1 [==============================] - 0s 149ms/step 1/1 [==============================] - 0s 155ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 122ms/step Encoding image- 800 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 173ms/step 1/1 [==============================] - 0s 223ms/step 1/1 [==============================] - 0s 162ms/step 1/1 [==============================] - 0s 191ms/step 1/1 [==============================] - 0s 186ms/step 1/1 [==============================] - 0s 195ms/step 1/1 [==============================] - 0s 154ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 138ms/step 1/1 [==============================] - 0s 163ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 229ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 174ms/step 1/1 [==============================] - 0s 185ms/step 1/1 [==============================] - 0s 199ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 168ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 138ms/step 1/1 [==============================] - 0s 100ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 188ms/step 1/1 [==============================] - 0s 174ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 156ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 230ms/step 1/1 [==============================] - 0s 128ms/step 1/1 [==============================] - 0s 138ms/step 1/1 [==============================] - 0s 180ms/step 1/1 [==============================] - 0s 186ms/step 1/1 [==============================] - 0s 150ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 106ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 131ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 131ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 176ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 107ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 131ms/step 1/1 [==============================] - 1s 725ms/step 1/1 [==============================] - 0s 233ms/step 1/1 [==============================] - 0s 281ms/step 1/1 [==============================] - 0s 267ms/step 1/1 [==============================] - 0s 225ms/step 1/1 [==============================] - 0s 294ms/step 1/1 [==============================] - 0s 196ms/step 1/1 [==============================] - 0s 276ms/step 1/1 [==============================] - 0s 217ms/step 1/1 [==============================] - 0s 324ms/step 1/1 [==============================] - 0s 193ms/step 1/1 [==============================] - 0s 142ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 126ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 141ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 179ms/step 1/1 [==============================] - 0s 183ms/step 1/1 [==============================] - 0s 137ms/step 1/1 [==============================] - 0s 130ms/step Encoding image- 900 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 138ms/step 1/1 [==============================] - 0s 139ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 129ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 170ms/step 1/1 [==============================] - 0s 175ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 199ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 111ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 182ms/step 1/1 [==============================] - 0s 166ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 135ms/step 1/1 [==============================] - 0s 312ms/step 1/1 [==============================] - 0s 164ms/step 1/1 [==============================] - 0s 139ms/step 1/1 [==============================] - 0s 156ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 148ms/step 1/1 [==============================] - 0s 194ms/step 1/1 [==============================] - 0s 172ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 139ms/step 1/1 [==============================] - 0s 136ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 158ms/step 1/1 [==============================] - 0s 160ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 125ms/step 1/1 [==============================] - 0s 154ms/step 1/1 [==============================] - 0s 145ms/step 1/1 [==============================] - 0s 138ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 123ms/step 1/1 [==============================] - 0s 130ms/step 1/1 [==============================] - 0s 161ms/step 1/1 [==============================] - 0s 292ms/step 1/1 [==============================] - 0s 175ms/step 1/1 [==============================] - 0s 143ms/step 1/1 [==============================] - 0s 147ms/step 1/1 [==============================] - 0s 155ms/step 1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 110ms/step 1/1 [==============================] - 0s 127ms/step 1/1 [==============================] - 0s 146ms/step 1/1 [==============================] - 0s 144ms/step 1/1 [==============================] - 0s 162ms/step 1/1 [==============================] - 0s 140ms/step 1/1 [==============================] - 0s 132ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 121ms/step 1/1 [==============================] - 0s 114ms/step 1/1 [==============================] - 0s 109ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 112ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 115ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 116ms/step 1/1 [==============================] - 0s 246ms/step 1/1 [==============================] - 0s 120ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 124ms/step 1/1 [==============================] - 0s 118ms/step 1/1 [==============================] - 0s 128ms/step 1/1 [==============================] - 0s 113ms/step 1/1 [==============================] - 0s 119ms/step 1/1 [==============================] - 0s 117ms/step 1/1 [==============================] - 0s 122ms/step 1/1 [==============================] - 0s 126ms/step Time taken in seconds = 225.61082124710083
# Save the bottleneck train features to disk
with open("encoded_test_images.pkl", "wb") as encoded_pickle:
pickle.dump(encoding_test, encoded_pickle)
# Load the train images features from disk
with open("encoded_train_images.pkl", "rb") as encoded_pickle:
encoding_train = pickle.load(encoded_pickle)
# Load the test images features from disk
with open("encoded_test_images.pkl", "rb") as encoded_pickle:
encoding_test = pickle.load(encoded_pickle)
"""
word_to_idx is mapping between each unique word in all_vocab to int value
and idx_to_word is vice-versa
"""
ix = 1
word_to_idx = {}
idx_to_word = {}
for e in all_vocab:
word_to_idx[e] = ix
idx_to_word[ix] = e
ix +=1
# need to add these 2 words as well
word_to_idx['startseq'] = 1846
word_to_idx['endseq'] = 1847
idx_to_word[1846] = 'startseq'
idx_to_word[1847] = 'endseq'
# vocab_size is total vocabulary len +1 because we will append 0's as well.
vocab_size = len(idx_to_word)+1
print(vocab_size)
1848
all_captions_len = []
for key in train_descriptions.keys():
for cap in train_descriptions[key]:
all_captions_len.append(len(cap.split()))
max_len = max(all_captions_len)
print(max_len)
35
def data_generator(train_descriptions, encoding_train, word_to_idx, max_len, num_photos_per_batch):
X1, X2, y = [], [], []
n=0
while True:
for key, desc_list in train_descriptions.items():
n +=1
photo = encoding_train[key+".jpg"]
for desc in desc_list:
seq = [ word_to_idx[word] for word in desc.split() if word in word_to_idx]
for i in range(1,len(seq)):
in_seq = seq[0:i]
out_seq = seq[i]
in_seq = pad_sequences([in_seq], maxlen=max_len, value=0, padding='post')[0]
out_seq = to_categorical([out_seq], num_classes=vocab_size)[0]
X1.append(photo)
X2.append(in_seq)
y.append(out_seq)
if n==num_photos_per_batch:
yield [[np.array(X1), np.array(X2)], np.array(y)]
X1, X2, y = [], [], []
n=0
f = open("glove.6B.50d.txt", encoding='utf8')
embedding_index = {}
for line in f:
values = line.split()
word = values[0]
coefs = np.asarray(values[1:], dtype="float")
embedding_index[word] = coefs
f.close()
def get_embedding_output():
emb_dim = 50
embedding_output = np.zeros((vocab_size,emb_dim))
for word, idx in word_to_idx.items():
embedding_vector = embedding_index.get(word)
if embedding_vector is not None:
embedding_output[idx] = embedding_vector
return embedding_output
embedding_output = get_embedding_output()
embedding_output.shape
(1848, 50)
# image feature extractor model
input_img_fea = Input(shape=(2048,))
inp_img1 = Dropout(0.3)(input_img_fea)
inp_img2 = Dense(256, activation='relu')(inp_img1)
# partial caption sequence model
input_cap = Input(shape=(max_len,))
inp_cap1 = Embedding(input_dim=vocab_size, output_dim=50, mask_zero=True)(input_cap)
inp_cap2 = Dropout(0.3)(inp_cap1)
inp_cap3 = LSTM(256)(inp_cap2)
decoder1 = add([inp_img2 , inp_cap3])
decoder2 = Dense(256, activation='relu')(decoder1)
outputs = Dense(vocab_size, activation='softmax')(decoder2)
# Merge 2 networks
model = Model(inputs=[input_img_fea, input_cap], outputs=outputs)
model.summary()
Model: "model_1"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_3 (InputLayer) [(None, 35)] 0 []
input_2 (InputLayer) [(None, 2048)] 0 []
embedding (Embedding) (None, 35, 50) 92400 ['input_3[0][0]']
dropout (Dropout) (None, 2048) 0 ['input_2[0][0]']
dropout_1 (Dropout) (None, 35, 50) 0 ['embedding[0][0]']
dense (Dense) (None, 256) 524544 ['dropout[0][0]']
lstm (LSTM) (None, 256) 314368 ['dropout_1[0][0]']
add (Add) (None, 256) 0 ['dense[0][0]',
'lstm[0][0]']
dense_1 (Dense) (None, 256) 65792 ['add[0][0]']
dense_2 (Dense) (None, 1848) 474936 ['dense_1[0][0]']
==================================================================================================
Total params: 1,472,040
Trainable params: 1,472,040
Non-trainable params: 0
__________________________________________________________________________________________________
model.layers[2].set_weights([embedding_output])
model.layers[2].trainable = False
model.compile(loss="categorical_crossentropy", optimizer="adam")
epochs = 10
number_pics_per_bath = 3
steps = len(train_descriptions)//number_pics_per_bath
for i in range(epochs):
generator = data_generator(train_descriptions, encoding_train, word_to_idx, max_len, number_pics_per_bath)
model.fit_generator(generator, epochs=1, steps_per_epoch=steps, verbose=1)
model.save('./model_weights/model_' + str(i) + '.h5')
C:\Users\Acer\AppData\Local\Temp\ipykernel_16912\259339223.py:3: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators. model.fit_generator(generator, epochs=1, steps_per_epoch=steps, verbose=1)
2000/2000 [==============================] - 547s 270ms/step - loss: 4.3289 2000/2000 [==============================] - 442s 221ms/step - loss: 3.6086 2000/2000 [==============================] - 443s 221ms/step - loss: 3.3484 2000/2000 [==============================] - 429s 215ms/step - loss: 3.1910 2000/2000 [==============================] - 435s 217ms/step - loss: 3.0783 2000/2000 [==============================] - 441s 220ms/step - loss: 2.9939 2000/2000 [==============================] - 435s 217ms/step - loss: 2.9281 2000/2000 [==============================] - 428s 214ms/step - loss: 2.8734 2000/2000 [==============================] - 416s 208ms/step - loss: 2.8272 2000/2000 [==============================] - 415s 207ms/step - loss: 2.7881
model = load_model("./model_weights/model_9.h5")
def predict_caption(photo):
in_text = "startseq"
for i in range(max_len):
sequence = [word_to_idx[w] for w in in_text.split() if w in word_to_idx]
sequence = pad_sequences([sequence], maxlen=max_len, padding='post')
ypred = model.predict([photo,sequence])
ypred = ypred.argmax()
word = idx_to_word[ypred]
in_text+= ' ' +word
if word =='endseq':
break
final_caption = in_text.split()
final_caption = final_caption[1:-1]
final_caption = ' '.join(final_caption)
return final_caption
for i in range(20):
rn = np.random.randint(0, 1000)
img_name = list(encoding_test.keys())[rn]
photo = encoding_test[img_name].reshape((1,2048))
i = plt.imread(images+img_name)
plt.imshow(i)
plt.axis("off")
plt.show()
caption = predict_caption(photo)
print(caption)
1/1 [==============================] - 2s 2s/step 1/1 [==============================] - 0s 52ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 40ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 51ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 36ms/step 1/1 [==============================] - 0s 30ms/step 1/1 [==============================] - 0s 51ms/step man in black shirt is standing on the corner of front of store
1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 50ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 35ms/step 1/1 [==============================] - 0s 55ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 51ms/step 1/1 [==============================] - 0s 31ms/step basketball player in white uniform is dribbling the ball
1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 21ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 50ms/step 1/1 [==============================] - 0s 49ms/step 1/1 [==============================] - 0s 38ms/step 1/1 [==============================] - 0s 49ms/step 1/1 [==============================] - 0s 39ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 50ms/step man in black shirt and black shorts is riding on street
1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 29ms/step 1/1 [==============================] - 0s 42ms/step 1/1 [==============================] - 0s 45ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 15ms/step man in blue shirt is playing cricket
1/1 [==============================] - 0s 35ms/step 1/1 [==============================] - 0s 40ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 35ms/step 1/1 [==============================] - 0s 42ms/step 1/1 [==============================] - 0s 31ms/step helmeted man rides bicycle through forest
1/1 [==============================] - 0s 34ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 18ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 42ms/step 1/1 [==============================] - 0s 23ms/step 1/1 [==============================] - 0s 29ms/step 1/1 [==============================] - 0s 42ms/step dog is jumping up to catch ball
1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 36ms/step 1/1 [==============================] - 0s 44ms/step 1/1 [==============================] - 0s 30ms/step 1/1 [==============================] - 0s 37ms/step dog jumps over frisbee
1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 49ms/step 1/1 [==============================] - 0s 33ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 42ms/step 1/1 [==============================] - 0s 33ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 32ms/step two dogs are running through the countryside
1/1 [==============================] - 0s 29ms/step 1/1 [==============================] - 0s 22ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 43ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 28ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 35ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 31ms/step boy in blue shirt is jumping in the air
1/1 [==============================] - 0s 49ms/step 1/1 [==============================] - 0s 47ms/step 1/1 [==============================] - 0s 19ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 40ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 32ms/step man in red shirt and khaki shirt is climbing rock face
1/1 [==============================] - 0s 38ms/step 1/1 [==============================] - 0s 39ms/step 1/1 [==============================] - 0s 34ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 57ms/step 1/1 [==============================] - 0s 42ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 37ms/step man in blue shirt and helmet riding green bike
1/1 [==============================] - 0s 29ms/step 1/1 [==============================] - 0s 41ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 36ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 33ms/step 1/1 [==============================] - 0s 39ms/step 1/1 [==============================] - 0s 33ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 31ms/step man in black shirt is standing in front of traffic
1/1 [==============================] - 0s 34ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 41ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 40ms/step 1/1 [==============================] - 0s 43ms/step 1/1 [==============================] - 0s 14ms/step 1/1 [==============================] - 0s 40ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 43ms/step 1/1 [==============================] - 0s 38ms/step 1/1 [==============================] - 0s 40ms/step 1/1 [==============================] - 0s 40ms/step man and woman are sitting on bench with their bicycles in the background
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1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 33ms/step two dogs play in the water
1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 22ms/step man with nose and glasses
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1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 16ms/step 1/1 [==============================] - 0s 37ms/step 1/1 [==============================] - 0s 22ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 33ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 33ms/step people are sitting on the floor at night
1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 33ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 33ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 15ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 43ms/step 1/1 [==============================] - 0s 36ms/step 1/1 [==============================] - 0s 28ms/step man in blue shirt and helmet riding his bike in the snow
1/1 [==============================] - 0s 30ms/step 1/1 [==============================] - 0s 20ms/step 1/1 [==============================] - 0s 40ms/step 1/1 [==============================] - 0s 34ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 43ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 40ms/step boy in blue shirt is playing with toy